Improved Simultaneous Perturbation Stochastic Approximation-based Consensus Algorithm for Tracking

V Erofeeva, O Granichin - 2023 31st Mediterranean Conference …, 2023‏ - ieeexplore.ieee.org
In this paper, we consider a distributed stochastic optimization problem where the goal is to
cooperatively minimize a non-stationary mean-risk functional. Such problem is an integral …

Polyak's method based on the stochastic Lyapunov function for justifying the consistency of estimates produced by a stochastic approximation search algorithm under …

ON Granichin, YV Ivanskii, KD Kopylova - … Mathematics and Mathematical …, 2024‏ - Springer
Abstract In 1976–1977, Polyak published in the journal Avtomatica i Telemekhanika
(Automation and Remote Control) two remarkable papers on how to study the properties of …

[PDF][PDF] Sensor Network Control Based on Randomized and Multi-agent Approaches

A Sergeenko, O Granichin - CYBERNETICS AND PHYSICS Учредители …, 2022‏ - ipme.ru
In this paper, a development of randomized and multiagent algorithms is presented. The
examples and their advantages are discussed. Different combined algorithms, which are …

Учредители: Федеральный исследовательский центр" Информатика и управление" РАН, Российская академия наук

ОН ГРАНИЧИН, ЮВ ИВАНСКИЙ… - ЖУРНАЛ …, 2024‏ - elibrary.ru
В 1976-1977 гг. БТ Поляк опубликовал в журнале «Автоматика и телемеханика» две
замечательные статьи о том, как исследовать свойства оценок итеративных …

Accelerated Online Distributed Optimization for Parameter Estimation Under Uncertainties

V Erofeeva, A Sergeenko… - 2022 6th Scientific …, 2022‏ - ieeexplore.ieee.org
The paper covers the parameter estimation problem in networked systems. We use an
optimization-based approach to relax assumptions regarding noise presented in the …